{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "<small>\n",
    "Copyright (c) 2017 Andrew Glassner\n",
    "\n",
    "Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the \"Software\"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions:\n",
    "\n",
    "The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software.\n",
    "\n",
    "THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.\n",
    "</small>\n",
    "\n",
    "\n",
    "\n",
    "# Deep Learning From Basics to Practice\n",
    "## by Andrew Glassner, https://dlbasics.com, http://glassner.com\n",
    "------\n",
    "## Chapter 15: Scikit-Learn\n",
    "### Notebook 9: Utilities"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import math\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.datasets import make_moons\n",
    "from sklearn.datasets import make_circles\n",
    "from sklearn.datasets import make_blobs\n",
    "from sklearn.model_selection import train_test_split\n",
    "import seaborn as sns ; sns.set()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n"
     ]
    }
   ],
   "source": [
    "# Make a File_Helper for saving and loading files.\n",
    "\n",
    "save_files = True\n",
    "\n",
    "import os, sys, inspect\n",
    "current_dir = os.path.dirname(os.path.abspath(inspect.getfile(inspect.currentframe())))\n",
    "sys.path.insert(0, os.path.dirname(current_dir)) # path to parent dir\n",
    "from DLBasics_Utilities import File_Helper\n",
    "file_helper = File_Helper(save_files)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "clr_list = ['#00CEAB', '#FFE53F', '#F26363']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def show_data_and_splits(samples_train, samples_test, labels_train, labels_test, filename):\n",
    "    plt.figure(figsize=(10,3))\n",
    "    plt.subplot(1, 3, 1)\n",
    "    clrs = [clr_list[v] for v in circle_labels]\n",
    "    plt.scatter(circle_xy[:,0], circle_xy[:,1], c=clrs, s=25)\n",
    "    plt.xticks([], [])\n",
    "    plt.yticks([], [])\n",
    "    plt.xlim(-1.4, 1.4)\n",
    "    plt.ylim(-1.4, 1.4)\n",
    "    plt.title('Starting data')\n",
    "\n",
    "    plt.subplot(1, 3, 2)\n",
    "    clrs = [clr_list[v] for v in circle_labels]\n",
    "    plt.scatter(samples_train[:,0], samples_train[:,1], c=clrs, s=25)\n",
    "    plt.xticks([], [])\n",
    "    plt.yticks([], [])\n",
    "    plt.xlim(-1.4, 1.4)\n",
    "    plt.ylim(-1.4, 1.4)\n",
    "    plt.title('Training set')\n",
    "\n",
    "    plt.subplot(1, 3, 3)\n",
    "    clrs = [clr_list[v] for v in circle_labels]\n",
    "    plt.scatter(samples_test[:,0], samples_test[:,1], c=clrs, s=25)\n",
    "    plt.xticks([], [])\n",
    "    plt.yticks([], [])\n",
    "    plt.xlim(-1.4, 1.4)\n",
    "    plt.ylim(-1.4, 1.4)\n",
    "    plt.title('Test set')\n",
    "\n",
    "    file_helper.save_figure(filename)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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TCpqrqyudO3dm2rRpKJVK3N3dCQ0NZd++fUDOFY26desydepUhg4dSs+ePVEoFKxYsQJT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\nmwK3ewmU7VquAO4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Vfar7cuJqDU6eT9dtexCtZPICWzp2GVEkeXpTiZaN18y6K6dJ7aJd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\nYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11db6b0f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Show the train and test splits using randomized shuffling\n",
    "np.random.seed(42)\n",
    "\n",
    "(circle_xy, circle_labels) = make_circles(n_samples=200, noise=.08)\n",
    "samples_train, samples_test, labels_train, labels_test = \\\n",
    "    train_test_split(circle_xy, circle_labels, test_size=0.25)\n",
    "    \n",
    "show_data_and_splits(samples_train, samples_test, labels_train, labels_test, 'train-test-splits')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# make our own circle data by working clockwise from 3pm\n",
    "def make_clockwise_circle_data(n_samples=200, noise=0.12):\n",
    "    steps = int(n_samples/2) # only half the steps, because we make data in pairs\n",
    "    np.random.seed(42)\n",
    "    circle_xy = []\n",
    "    circle_labels = []\n",
    "    radii = [1, 0.7]\n",
    "    for i in range(steps):\n",
    "        angle = -2*math.pi*i / steps\n",
    "        for circle_num in [0,1]:\n",
    "            r = radii[circle_num]\n",
    "            xy = [r*math.cos(angle), r*math.sin(angle)]\n",
    "            xy = [xy[0]+np.random.uniform(-noise, noise), xy[1]+np.random.uniform(-noise,noise)]\n",
    "            circle_xy.append(xy)\n",
    "            circle_labels.append(circle_num)\n",
    "    return (np.array(circle_xy), circle_labels)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11e6f5128>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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mzUOpVOLg4MChQ4c4ceIEkHtDo2HDhsydO5cRI0bQr18/tLW12bhxI/r6+jRr1gwtLS3G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\ntn9QJ2ApZ06fIC4jna4DmmFtXZat5cb1JOp4XcLeT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YKXX5vFyRNH+Gb+BswtbOnUe5he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\nYdKU5dVpY2YAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11db6b898>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Show the train and test splits without randomized shuffling.\n",
    "\n",
    "np.random.seed(42)\n",
    "plt.figure(figsize=(10,3))\n",
    "\n",
    "circle_xy, circle_labels = make_clockwise_circle_data()\n",
    "sample_size = int(0.75 * len(circle_xy))\n",
    "samples_train = circle_xy[:sample_size]\n",
    "labels_train = circle_labels[:sample_size]\n",
    "samples_test = circle_xy[sample_size:]\n",
    "labels_test = circle_xy[sample_size:]\n",
    "\n",
    "show_data_and_splits(samples_train, samples_test, labels_train, labels_test, 'bad-train-test-splits')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
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